Cross-domain few-shot segmentation via iterative support-query correspondence mining

• Main Authors: Nie, Jiahao, Xing, Yun, Zhang, Gongjie, Yan, Pei, Xiao, Aoran, Tan, Yap Peng, Kot, Alex Chichung, Lu, Shijian
• Other Authors: Interdisciplinary Graduate School (IGS)
• Format: Conference or Workshop Item
• Language: English
• Published: 2024
• Subjects: Engineering; Computer vision; Codes
• Online Access: https://hdl.handle.net/10356/177386; https://openaccess.thecvf.com/CVPR2024?day=all
• Institution: Nanyang Technological University

Cross-Domain Few-Shot Segmentation (CD-FSS) poses the challenge of segmenting novel categories from a distinct domain using only limited exemplars. In this paper, we undertake a comprehensive study of CD-FSS and uncover two crucial insights: (i) the necessity of a fine-tuning stage to effectively tr...